{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNNiVHJqMNdh+QMqXvuAoVL",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "ir",
      "display_name": "R"
    },
    "language_info": {
      "name": "R"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/kimjaehwankimjaehwan/marketing/blob/main/Power_Shift_Pentagon_Structure_(PSPS).ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "R의 fmsb 패키지를 사용한 오각형 차트(레이더 차트)"
      ],
      "metadata": {
        "id": "y72IaA_lhAiv"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 489
        },
        "id": "UQ4hdJ29g0jM",
        "outputId": "8e911a3d-476f-4b86-c3d0-978b2d9edbcd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Installing package into ‘/usr/local/lib/R/site-library’\n",
            "(as ‘lib’ is unspecified)\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Plot with title “Power Shift Pentagon Structure (PSPS) Visualization”"
            ],
            "image/png": 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JkzZ7KwVbiO7CtvvrP9a1YI7F599dWi\noiL/LTRQJ4qzFp48EQpkMllGRsa8efP+85//CGk5zWaz3W5nr4W7owQsLTu5fD2EW0n27dun\n0+nY95DdC3zuuecS0a5du9i79EsgyJbCMk550Nra6vqnWCz2NfNcWlrajTfe+Oqrr5aVlZ05\nc+bBBx8UzpLCMJKATQkU/hwmj7XpbR/5uvUGsnYbN2787W9/u3379pMnT0okkoKCgnHjxiUk\nJLjW4XnebDaz18JBwvQ8inw9xgZlLQQ+HRW96cfRKDCbzcI/OWHUYQh063M/jiJXJpOJvei5\nB91yeyR3M5BdM7jtC4eZsJoeXHfddWywcOfOne3t7V1dXTt27CAikUjkzWPWxo8f/8UXX7hG\nSNXV1Zs3b547d252djaLXXzlzXe2H+rr6//whz+ww+ZPf/rTDTfc4NeFBvZEcRbCiF2wamtr\n8/ALm4iUSqVEImFfp46Ojm7vCl8hYUKfENj9+OOPSUlJPM9zHMeitxkzZmzZsmX37t0Oh6O0\ntJSIJkyYwJauVCrFYjH797Zu3bq77767z55LJBLhdt0+2Ww2iUTieuUlPT19zZo14eHh7IqG\nWq3u7OwUbmkaVrzZR75uvX4zGo333HMPe/2HP/zhjTfeYBvtjjvuEOYbEhHHcXK5nP1GFyI8\npudp19djbLAM4lHh4WjsNlCh1Wq7VVAoFCKRiP139CZu8KDPZbnq1ucBHkXCP1oP49l9HsmC\n/u0a/7UvHITehK0qlWrWrFn/+Mc/bDbbN998ExkZybbJzJkze5vO2c3MmTOPHDnyn//859tv\nv/3hhx/27t3b3t5ORKdOnZozZ05NTY3rj6U+d7qX31lf2e32a6+9liVkLikpEab9+m+hgTpR\nnLUwYheyOI4TbgA6dOiQ61s2m02tVrPXQk6TMWPGsN9k+/btY9dhi4uL2Yw/dqdOc3Pzp59+\nyr6EwpUgjuOEi1CuCZ8G6OTJk3PnzmWJwf75z3/2rJCSkuK6poO13CHmp63n1k8//SQEavfe\ne6/wn6+qqqpbzYyMDPZCOEiYsrKybjV9PcYGaGiOCiECaGhoYNf4GGGCkUAkEgmTLrtdRfrg\ngw9Wr169evXqr776alCW5cEAjyKfLlb2xt+7pt/te3Oh2ZUwdrVjxw42XEfeXYd1Xfq0adMe\nfvjhL7/8sqWlZfv27Ww0t7m5+fvvvydfdrr331mf3HfffXv27CGi2NjYLVu2yOVyfy90iE8U\ngMAulAn3mmzbtq2urk4of/vtt1l8xnGccAsLx3HswmtVVRV7eKKQk2ns2LHs3PTss8+yEmF4\nj4iExEiffPKJcEZwOBzz5s1buHDh8uXL6+vrfe15amrqzp07Kysr7Xb7okWLjh496vquVqt9\n6aWX2OuCggJ/j8+7/p/Q6XSD27g/tp7bDrsOD9hsNvZCrVazIN618Fe/+hV78dlnnwkfNxqN\n7CHx3fh0jA1QP46Kfuy79PR0ocEvvviCva6srHSdvie45JJL2Itt27axsRkiamtrW7JkycMP\nP/zwww+zbdJbN3xalgcDOYqE+aeuWd985e8vbL/bF65BC1lpPJszZw4LvL7++mv21QgLCxPm\nl3jQ2dn55JNPLliwYM6cOcKVcbFYfPnllwtPM2PfQe93uvffWe/97W9/YxnmOY579913We6q\n/i3Upy/XUJ4oALNig4nnzE89tbW1CSeR7Ozsl19++dNPP7333nuFn2jdpvK5ZqCl/52PJmQw\nJiKJRCJMjOd5vrq6WvhVd84553zxxRc7duwQvsZFRUUsq7ivD73pdn1w2rRpN9xww7x582bO\nnOmar/KNN95g9Xtrv7a2VqjM7rP2UNntrFi73S6VSln5ueee+/HHH+/YsaO3bvu6jwa49dyu\nndsO19fXC9fvLrvssiNHjnz22WdpaWl5eXmsMCoqau/evU1NTa4jIsXFxW+//fbmzZsnT54s\nXEVynbXn0zHm01q45etR0du+83A0VldXC/+xwsPDb7311nvuuScuLk6YD+G6+qdPnxbuAZo6\ndepHH330/vvvl5SUsJIRI0YYjUYP3fBpWZ777M1R5JYQEhUVFbmW+3ok+7pr/N0+k5uby8qF\nia59uvHGG8mF2+m0bveFkL9w7ty5//jHP/bv3//9998/+uijbNfL5fKmpibel53u/XfWy1mx\njY2NUVFRrHDs2LEv9XDixAnvF+rTl2uITxRnOQR2wcTXUyHvMdn3VVdd1S27leulNyEvKPPM\nM88Ibwm57gSffPJJt/F8Ji0tTZgG34+nGT7xxBOuiQ+6EYvFjzzyiGsfvD8X+BTY8Tz/u9/9\nznXRrrk0u+nHPhrI1uvtTOe2w0LCAkFqampNTU1qaqpQsnLlSp7nb7rppm41lUrl008/LWx5\n1z54f4wNyvnap6Oit03h+Wj805/+1K3ZnJycf//73+w1x3GuSXE///xz4ZFcrpKTkw8dOuS5\nGz4ty3OfvTmK3BKePCESidrb24XyfhzJPu0af7fP83xLS4sQQvX55AmBcAWW6ZZvhXG7L44c\nOSLELt2IRKLNmzcLNb3f6V5+Z70M7Ngd0h588skn3i+U9/HLNcQnirMZArtg0o9TIc/z7e3t\nq1evnjx5cnR0tFQqTUlJufLKKz/77DO3lZOTk1n748aNcy13fZbiihUren5QrVYvXLgwKytL\nLpcrlcoxY8asWLGitbVVqNC/x1RXV1evWLFi+vTpKpVKKpXKZDKVSnXOOec88MADlZWVrjX9\nGtjV1dVdccUVMTExYWFhWVlZa9as6a3D/dtH/d56vZ3p3HbYarU+/fTThYWFCoUiLS1t0aJF\nLFPoN998k5eXJ5FI0tPTP/zwQ57nHQ7Hs88+m5eXJ5fLExMTr7766sOHDws5Kdw+AtKbY2yw\nztfeHxW9bQrPR6Pdbn/yySdzcnJkMllaWtrixYubmppcrx8JuYiZkydP3nbbbTk5OQqFQqFQ\nFBUVLV++3PXxoL11w6dl9fkN6vMocqt/z4rtjfe7xt/t8748K9aV3W4X7tiLjY3t6urqWae3\nfaHRaB5//PFJkyYlJSVJpVKlUpmfn7948eKysrJui/Byp3v5nR3cwM77E4WvX64hPlGctTje\n5eZNAIDevPvuu2wkLzU1tR93/sGwtXDhwrfeeouIrr76atfcsMHuiiuuYAnVb7nllk2bNgW6\nOwBDBJMnAOB/VFRUPPXUU3fcccf1118vZJ8iIvaUOSKaMmVKgLoGfnHrrbeyF9u3b/ecaSWI\nNDY2ClMThMemAZwNkMcOAP6HVCp98MEH2Vi+xWJZunSpRCLZsmXLZ599xioIj2mC0DB16tRp\n06bt3bvXZrO9/PLLwgMJgtqGDRvYz5Lp06cL81IBzga4FAsA3T366KOrVq1y+9bDDz/82GOP\nDW13wO9KS0vZo0sjIiKOHz8u3GsbpBobG3Nyckwmk0gk2rdvn+tjqQBCHi7FAkB3K1eu/Oc/\n/3n11Venp6dLpVK5XJ6ZmXnttdfu3LkTUV1Imjx5MruB0mg0Ll26NNDdGailS5eyZ4EsXLgQ\nUR2cbTBiBwAAABAiMGIHAAAAECIQ2AEAAACECAR2AAAAACECgR0AAABAiEBgBwAAABAiENgB\nAAAAhAgEdgAAAAAhAoEdAAAAQIhAYAcAAAAQIhDYAQAAAIQIBHYAAAAAIQKBHQAAAECIQGAH\nAAAAECIQ2AEAAACECAR2AAAAACECgR0AAABAiEBgBwAAABAiENgBAAAAhAgEdgAAAAAhAoEd\nAAAAQIhAYAcAAAAQIhDYAQAAAIQIBHYAAAAAIQKBHQAAAECIQGAHAAAAECIQ2AEAAACECAR2\nAAAAACECgR0AAABAiEBgBwAAABAiENgBAAAAhAgEdgAAAAAhAoEdAAAAQIhAYAcAAAAQIhDY\nAQAAAIQIBHYAAAAAIQKBHQAAAECIQGAHAAAAECIQ2AEAAACECAR2AAAAACECgR0AAABAiEBg\nBwAAABAiENgBAAAAhAgEdgAAAAAhAoEdAAAAQIhAYAcAAAAQIhDYAQAAAIQIBHYAAAAAIQKB\nHQAAAECIQGAHAAAAECIQ2AEAAACECAR2AAAAACECgR0ADAWe5//yl7+cd955MTEx4eHhBQUF\nDz30UGtra6D7NQiuuOIK7hcymWzEiBGLFi2qr6/35rPp6ekPPfTQYPUkISFh9erVg9UaAAQj\nSaA7AABnhfnz57///vvXXHPNbbfdJpfLf/zxxw0bNnzyySe7du1KTk4OdO8GavTo0W+88QYR\nWa1WtVq9evXq0tLSn376SSQa0h/Pa9euHTt27FAuEQCGGwR2AOB3b7311nvvvffaa68tXryY\nlVx55ZXz58+fOnXqI488smnTpsB2b+AiIiJmzpzJXs+aNUsikdx5550nTpzIzc0dym7cdNNN\nQ7k4ABiGcCkWAPzuxRdfnDJlihDVMQUFBbt27Vq3bh37s6ur6957783IyJDJZJmZmStWrLDb\n7eytpKSkF1988Z577klPT4+Ojr7ssss0Gg17a/fu3TNmzIiJiYmMjPz1r3/9/fffs/KIiIjn\nnntOWNaiRYsmTZoktLZu3brFixcnJCTExsbec889Wq12zpw5cXFxI0aMePvtt1k1u92+atWq\n/Px8hUKRm5u7ceNGoTWVSrVu3bpLLrkkLCysvb295/qGhYURUXR0dJ9NEZFYLH7ssceSk5PD\nwsIuueQSrVbLyrVa7fz589PS0tinXnzxRVZ+zjnnXHzxxa4tXHLJJdOnT6f/vRTrYXv22X8A\nCGI8AIA/6fV6juNWrFjhudrChQvj4uI+/PDDEydOvPfee5GRkcuWLWNvpaWlpaWlvfnmmzab\nrba2NiUl5bbbbuN53mg0RkVF3XrrrWq1ury8/LbbblMqla2trTzPh4eHP/vss0Ljf/zjH0tK\nSoTW0tPT//73vzudzldffZWIJk6c+MMPPzidzoceekihULAWli5dqlQq33nnnePHj2/cuFEm\nk73xxhushdTU1IKCgvvuu++HH36w2Wxz5swZN26czWaz2WxGo/Hf//53Tk7OjTfeKCzdQ1Np\naWl5eXlLlizZv3//p59+Gh0d/ac//Ym9NXv27NGjR+/atauqqmrz5s1isXjr1q08z7/44otS\nqVSv1wubVyaTvfjiizzPx8fHP/74431uz27978c+BYBhC4EdAPhXRUUFEW3evNlDHZ1OJ5FI\nXnjhBaFkxYoV4eHhXV1dPM+npaVdeOGFwlsLFy6cPHkyz/NqtZqIdu/ezcptNtvOnTtNJhPf\nV2B32WWXsddsvOqOO+5gf5aXlxPR3r1729vbZTLZypUrhRYWLVqUnZ0ttCC0xvP8nDlzuv1g\nvvjii3U6nbAIz01NmTJFeOuGG26YMGECe338+PGTJ08Kb02cOJGFsw0NDSKR6P3332fl77zz\njlgs1mg0vEtg1+f2dO0/AIQSXIoFAP/iOI6IpFKphzplZWV2u/1Xv/qVUDJp0iSTyXT8+HH2\nZ3FxsfBWbGxsW1sbEeXm5ubl5c2bN++pp546ePCgWCw+77zzlEpln13Ky8tjL6KioogoPz/f\n9c/29vZDhw5ZrdZZs2YJH5k5c+aJEyeMRiP7c9q0aa4N5ubmlpaWlpaW7tu3729/+xvP8+PH\nj6+uriaiPptiV1GZxMREg8HAXkdERKxfv37cuHGpqanJyclHjhxhk4hTUlJmzJixdetWVu3T\nTz+94IILkpKSfNqe3foPACEDkycAwL9SU1NFIpEQUrjV0dFBv8RVTGRkJBEJUY5CoXCtz/M8\nEYnF4t27dz/zzDOvv/768uXLR4wYsXr16htvvLHPLsnlctc/2S1xro2z/vzmN79hUSkROZ1O\nItJoNNnZ2eRy/5zQPeEePiKaPXt2Tk7OmjVr3nzzzT6bCg8PFz7IcRxbNZvNdtFFF9nt9vXr\n1+fn50skEtdxwWuvvfaee+6xWCw2m+3rr79mF5Rd9bk9u/UfAEIGAjsA8K/IyMgJEya88847\nK1as6BZRbdmyRS6XX3bZZSzOYOEIw173GX+oVKpnn3322WefVavVa9eunT9/fmFhYUlJiRBF\nMZ2dnT71mS33vffe65Y9JCMjw5uPy2SygoKCI0eO9Lupffv2HT58+Pvvvz/33O9cd5gAACAA\nSURBVHNZSXNzc1ZWFns9d+7cJUuWfP3112azmYiuvPJKt/3vx/YEgGCHS7EA4HfLli07c+bM\nY4895lpYXl6+ePHizz77jIjGjRsnkUj27NkjvLt3797o6OicnBwPzdbU1Gzfvp29LiwsfPXV\nV8Vi8dGjR4koKipKr9cLNQ8fPuxTh8eNGyeXy7Vabf4v4uPjVSpVt8C0N11dXUePHk1LS+t3\nUxaLhYji4+PZn3v37q2pqWGDeUSkUqnOP//8L774Ytu2bbNnz3YdmRP634/tCQAhACN2AOB3\n8+bN27lz5xNPPHHw4MHrrrsuIiLiwIEDL7/8cmFhIUtKEhcXt3DhwieffDI7O3vChAk7d+58\n+eWX7733XonE0znqzJkzc+fOffrppy+99FKO495//32RSMTuHispKdm2bduyZcsiIyPXrl3b\n0tKSmprqfYejoqIWL168cuXKhISEKVOmnD59eunSpenp6Z9//rnb+kajcefOnUTE87xWq33t\ntdd0Ot3y5cv70RQzbty4sLCwF198ceXKlUeOHFm+fPmsWbOqqqq0Wm1iYiIRXXvttY8//nh7\ne/vmzZt7frx/2xMAQgC+5AAwFF5//fULL7xw48aNd999t91uHzVq1IoVK5YsWSLMdXjppZci\nIyNvv/12rVabkZHx0EMPPfDAA57bPO+889566621a9c+8sgjEomkqKho69atLCfw888/v2DB\ngszMzNjY2EWLFt100007duzwqcPPP/98TEzMfffd19jYmJycfPnllz/xxBO9Va6urv7Nb37D\nXqtUqkmTJn333XdTp07tR1NCI2+99dby5cvffffdSZMmvf322/X19ddee+3555/PhiSvuuoq\nlt5l9uzZblvox/YEgBDACWP7AAAAABDUcI8dAAAAQIhAYAcAAAAQIhDYAQAAAIQIBHYAAAAA\nIQKBHQAAAECIQGAHAAAAECIQ2AEAAACECAR2AAAAACECgR0AAABAiEBgBwAAABAiENgBAAAA\nhAgEdgAAAAAhAoEdAAAAQIhAYAcAAAAQIhDYAQAAAIQIBHYAAAAAIQKBHQAAAECIQGAHAAAA\nECIQ2AEAAACECAR2AAAAACECgR0AAABAiEBgBwAAABAiENgBAAAAhAgEdgAAAAAhAoEdAAAA\nQIhAYAcAAAAQIhDYAQAAAIQIBHYAAAAAIQKBHQAAAECIQGAHAAAAECIQ2AEAAACECAR2AAAA\nACECgR0AQB+OHTu2a9cug8HQv4/X1NTs3LlTr9cPbq8AAHrieJ4PdB8AALzC83xNTc2ZM2ci\nIiImTZrU7V273V5TU6PT6bq6uqRSaXx8/KhRo2QymfcV3GpqalKr1Tk5Oenp6UTU2dlZVVVl\nMBjEYnFSUtKoUaM4jnOtf/ToUbPZPHnyZKGc5/lDhw6ZzeYpU6ZIpdJB2BAAAL3AiB0ABAez\n2XzgwIG6ujq37zqdzkOHDtXV1UVGRmZlZcXHx2s0mgMHDtjtdi8ruOVwOI4fPx4VFcWiOiJS\nq9Ucx02bNq24uLi+vr6xsdG1fnNzs06ny8/Pd432OI7Lz8+32WzV1dUD2gQAAH1BYAcAQcBu\nt5eWlhKR60iYq/r6eoPBMHr06DFjxmRmZubn5xcWFlosllOnTnlZwa36+nqbzTZy5Ej2p8Vi\n6ejoSE9Pl0gkERERcXFxWq3WtZPHjh1LT0+Piorq1o5CoUhMTNRoNBaLpd8bAQCgTwjsACAI\n8DyflpZWUlKiUCjcVtBoNGKxWBhXI6LExESFQtHU1ORlBbcLra2tVSqV8fHxrKSzs5OIwsLC\n2J9hYWGshDlx4oRIJMrKynLbWkZGBmvQm/UFAOgfBHYAEASkUml2drbbsToicjqdJpMpKipK\nJPqfc1p0dLTVau3s7OyzgttmjUaj1WqNi4vrVi7cmux0OoXCtra2xsbGvLw8sVjstrXIyEip\nVNrS0uJxRQEABkQS6A4AAAxUV1cXz/NyubxbORtaY1c/PVdwOxDY2tpKRLGxsT3rR0REsBes\nxOl0VlVVJScnx8TEVFVVtba2chyXkJAwevRo12A0NjZWq9UKnwIAGHQYsQOAoMcmQPQcKmMl\ndru9zwpum2Ujea4xn0KhCA8Pr6urs9vtHR0dbW1tCQkJRFRTU+NwOLKzs0+ePNnc3JyXl5ed\nnd3Q0NDtwqtSqRSaBQDwB4zYAUCI6O1CrVDeZ4VubDYbEbkmKGltbU1NTa2trd29ezcRJSYm\npqenGwyG2traoqIiqVTa1NSUlpbGrt4mJyc3NjaOGDFC+DhrijULAOAPCOwAIOhJJBJyN/Dm\ncDiISCwW91nBbbOsPvssEdXX17N8JaNHj1apVGKxWCwW8zxfWVkZHx+vUqnsdrvVamXDckSk\nVCrr6+t5nhcCx966AQAwWBDYAUDQk8vlHMf1zCQiXEuVyWSeK7htVojDRCJRVVVVZ2dnSkoK\nETU1NbW2tubn54vF4jNnzlgsluLiYvolTBTmZ7B40eFwCKFht0gRAGDQ4R47AAh6IpEoMjLS\nYDCw0IrheV6v18vl8rCwsD4ruG2WXTltbW398ccfZTLZxIkTJRKJRCKZMGFCRETEjz/+qNFo\nTp06NXr0aDYtg4V0wlTZbnEeubu2CwAwuBDYAUAoSElJcTgcrpMVGhoaurq6UlNTvazQEwv4\njh8/npeXl5OTI4RoHMdlZWUVFhZWVlZKpVI2jEdEUqlUJpMZjUb2p9FoVCqVroGd2Wym3gcI\nAQAGDlcEACAI6PV6IQMcz/NdXV3C47lGjBjBoqumpqaamhqDwRAZGWkymbRabXh4eEZGBqvW\nZ4VuLBZLc3MzEalUKiFBsavOzk6O4xQKxcGDBwsLC1m4lpSUpNFo4uPjnU6nVqsVHlkhrIVC\noUCuEwDwHwR2ABAE2tvbz5w5I/xptVqFP1NTU6VSKcdxxcXFp06d0mq1LS0tMpksLS0tKytL\nmBjRZwVXzc3Nx44dS0lJsVqt7e3tPStYrdbq6uqsrKwRI0bU1dUdOHAgJycnKSlp1KhRNpvt\n6NGjHMelpqa6Ro0Gg8Fqtbo++gIAYNBxQgp1AABwOp3V1dU6na6wsDA6Ovr06dMnT54sLi5m\ng3Y1NTVE1POhYQaDQa1WR0VF5ebm9jbHVq1Wa7XaqVOn4lIsAPgP7rEDAPiZyWTav3+/3W6f\nMmVKdHQ0EaWnp0ul0tOnT3v+YGRk5OTJkyUSyf79+4V77Fx1dnZqtdrk5GREdQDgVwjsAACI\niDQazaFDhzIzMwsKCoRRN7FYnJOT097eXldX5/njIpEoJydn1KhRZWVl3SqzXHdSqXT06NH+\n6j0AABHhHjsAAJvNVllZ2dXVNXHixJ4jaklJSR0dHdXV1WwMzzOVShUZGalWq1taWgoKCmQy\nGRGdOnWqvb19/PjxSHQCAP6Ge+wA4KzW1tZWUVGhUqlGjx7tmprErd7useuG5/lTp041NDQU\nFBSwx4sBAAwNjNgBwFlKCL/y8/PdJjTpN5boLiYmhoWM2dnZvT2OFgBgcGHEDgDORhaLRa1W\ni0SiwsJCdsHUG16O2AlsNltFRYXNZhMS3QEA+BUmTwDAWae5ufnAgQOxsbHjxo3zPqrrB6lU\nWlxcnJSUdODAgaamJv8tCACAwaVYADiLsDR1ra2txcXFkZGRQ7PQ9PT02NjY8vLy1tZWD4nu\nAAAGDiN2AHC2ENLUTZo0aciiOiY8PHzSpEkeEt0BAAwKjNgBwFmhoaGhpqYmOzs7KSkpIB1g\nie6am5vLysoyMjIyMjIwowIABh0COwAIccIMBrdp6oaYkOiura1NSHQHADBYcCkWAEJZW1tb\naWmpQqGYMGFCwKM6JiwsbMKECVFRUaWlpa2trYHuDgCEFIzYAUBoGs5ZgrsluvMmNzIAgDeQ\nxw4AQhBLUycWiwf3cqeveez6xJ5mZrVakegOAAYFfiMCQKhhaeoSEhKKi4uH+U1sUql07Nix\nKSkpBw8eRKI7ABg4XIoFgNAhpKkbN25cREREoLvjrdTU1OjoaCS6A4CBw4gdAIQI1zR1QRTV\nMa6J7gwGQ6C7AwDBCiN2ABAK6urqTp06lZOTE6g0dQMnJLo7fPhwamrqyJEjkegOAHyFwA4A\ngpuQpq6kpCQE5h8Iie7a29sLCwuH+T2CADDc4FIsAAQxIU3dcEg+PFhYorvo6OjS0tKWlpZA\ndwcAgglG7AAgKA3nNHUDxxLdxcbGqtVqJLoDAO8hjx0ABB8/panr06DnsesTS3TX1dVVVFQU\nMkOSAOA/+AkIAEGGpalLTEwcN25cyN+CxhLdpaenI9EdAHgDl2IBIGg4HI4TJ07o9frgSlM3\ncMnJyZGRkeXl5TqdLi8vTyLBqRsA3MOIHQAEB4PBUFpa6nQ6gzFN3cCxRHcymay0tLS9vT3Q\n3QGAYQo/+wAgCIRAmrqBY4nuYmJijh49ikR3AOAWJk8AwLAmpKkrLCwM+OyBoZ884ZbFYqmo\nqOA4DonuAKAbBHYAMHy1tbVVVFSoVKrs7OyAj065Lj/gJ04h20t+fn58fHyAewMAwwYCOwAY\njljg0tjYmJ+fH/A0db2FlAE/fer1eiS6AwBXCOwAYNhhaeqkUml+fr5UKg10d4ZvYEdEdru9\nqqqqs7MTie4AgBDYAcBwo9Vqjx8/npmZmZ6eHui+/Gw4B3aMRqOprq7OyspKTU0NdF8AIJAQ\n2AHAcOFwOI4dO9bR0VFUVBTAhCbHjh1rbGycOHFiZGQkK/EpsKupqTl9+vT48eNjYmL81kc3\nTCaTWq1WKpVIdAdwNkNgBwDDgsFgKC8vj46Ozs3NFYvFnivv2rXL6XS6fWvatGlhYWEajaai\noqLnu1lZWSNHjvTQclNTk1qtzsnJYeOFnZ2dVVVVEyaMd1v5iy9oxIijZrN58uTJwtwOnucP\nHTpkNpunTJkyxNeRnU5ndXW1TqcrLCyMjo4eykUDwDCBX3UAEHgsTV1ubm5iYqI39UeMGNEz\nsNNqtVarlQWFNpuNiJKSkuRyuWsdz+GOw+E4fvx4VFSUcBVYrVZrtcre6s+eTdOmpbz5psx1\nxi7Hcfn5+fv27auurs7Pz/dmdQYLEt0BAAI7AAgkq9VaWVlps9lKSkq8v/e/ZyY5g8FQW1ub\nlZXFBsnsdjsRZWRkCJdTvVFfX2+z2QoKCtifFotFrbY/8ECe28rhUTZTh3Tv3vhp02jVKrrz\nThKmpSoUisTERI1GM3LkyLCwMO87MChUKlVUVJRarS4rKysoKOgW2gJAaMP0eAAImLa2tv37\n9ysUiokTJw5kRifP85WVlQqFIiMjg5WwwM6nW814nq+trVUqlUJauMOHrcuWjW9oEBHRRdef\nca386r923rl2x9hzThKRXk9Ll9LMmVRZ+d8KGRkZrMF+r9RAyOXy8ePHR0dH79+/v6WlJSB9\nAICAwIgdAAQAS1On0WgKCwsHPsmgrq7OaDROmDBByOUmBHY8z1utVpFI1Oftbkaj0Wq1CteC\n1Wq6/PKIlhYREV1686lLbzo1Y26pyWSKioqKiYmxWCwk0S1cUXWizPTXF3JatWG7d9OECXT/\n/fTggySTUWRkpFQqbWlpycnJGeDa9Q/HcVlZWfHx8Wq1urW1FYnuAM4S4lWrVgW6DwBwdrFY\nLIcPH3Y4HMXFxeHh4QNszeFwHD16NDo62nVWhEajMZvNHMeVl5efPn36zJkzWq1WKpV6mGyr\n0Wja2toyMzOVSuVPP9EFF1BzM0dEl8w/dtnNtURkMBh4npfJZHK5vKmpSalURkVFSZR1Y36t\n5p1c/QmVzcbt2kXbttHEiZSeTgaDob29PSUlJYBzVOVyeXJyslarra2tjYmJGQ5JAQHAr/AD\nDgCGlEaj2b9/f1JS0tixYwclzmA3xnWb68pG7LRa7YgRIwoKCjIzM61Wq1qtbmho6K2dzs5O\nIlIoFAcO0IUXkk5HHEezbjgw5XcHnU5nV1eXxWJhHdbr9TzPx8XFtbW1mUym5JToq287fdPK\nL9JGtxPR0aM0fTrdeis5nRFCswEkkUiKiorS09MPHjxYV1cX2M4AgL8h3QkADBGHw1FVVWUw\nGAYxTZ3T6fzhhx/Cw8MnTJjgWt7W1ma32+Pi4oTMKSaTaf/+/WKxePr06W4vSh45ckSn03Hc\nr+fMkXZ0EMfRNUuOn3NpjVarZWFieHi4RCJxOp0GgyExMVGpVNbW1kZGRrJLyS0tLWZT1/HS\nKdvfyOqyiIkoMdFx++0Vt92W6OVUX38zm83l5eUKhSI/Px+J7gBCFUbsAGAoGAyG0tJSjuMm\nTZo0iMmHm5ubbTZbSkpKt/LY2FiVSuWaDy88PDw+Pt5msxmNRrdN2e32I0diLr+cRXX8jfdW\n/eaqeplMlp6enpGRkZmZqVKp2MeVSqVSqXQ6nQ6HQxh0lEqlDqf1/Ll1D23eX1DSRkRarXjV\nqjHz5kUNk2EypVJZUlIil8tLS0vb29sD3R0A8AsEdgDgd3V1dWVlZaNGjSooKOgz+bBPtFot\nx3EJCQneVGZBmMPhcPvuoUPRDzxQbDCQSMTPv79q+u8ahbdYn3U6XWdnJ7vKwfM8eyEkimOj\ngE6nU5XaedezZTcvrwyPshLRt9+GjRlD69dTLwmVhxRLdJeTk3P06NGamhpcsQEIPQjsAMCP\nrFbr4cOHm5qaJk2aNOhXJJ1OZ1tbW0RERLcLiw6Ho76+vqmpqVt9k8lERG4Ty331Fd1+e1Zn\np1gk4m96oHLaRZpua1FfX+90OnmeVygUEomkvr7earUSkRAbsYTJLM7jOPrVLM2y9f8cM72a\niNrbaelSmjGD1OrBWvUBSUhImDRpkl6vLysr6+rqCnR3AGAwIbADAH9pbW3dv39/ZGTkxIkT\n/ZGn12w2OxyOnhd2RSLR6dOnq6qqzGazUKjT6drb2yMiInomzPviC7rySrJYOLHEOX/5T1N/\n+z8RYUdHh0ajiY2NdTqdEolELpfHxcXFxcXpdDqO41h4R0RWq1Uqlbo+6UEebrz0lt23rTkU\nl2Qhoj17aPx4euABGg6hFEt0l5CQgER3ACEG6U4AYPCxNHWnT58uLCxMSUnx04Ot9Hp9c3Nz\nYmJit0x4HMcpFAqNRqPRaDo7Ow0GQ319fU1NjUQiGTNmTLcnMWzZQtdcQ1YriSXOK27fOXaa\nRoj8HA5Hc3Oz1WpNTk5md9dFRERwHBcWFsYypxiNRovFIpPJ7Ha7Xq+PiopyjV9bW1vFYnFu\nkezcyxqdDq5GHeVwcHv20Ecf0Zgx1OPZGUON4ziWk6+qqqqzszM2NhbPHwMIAZgVCwCDTJh9\nmZeX59fEafX19ceOHcvJyREe7eqqvb399OnT7e3tDodDJpPFxsaOHDmy23DdRx/RDTeQ3U4S\nqXPxqvLYjEMikSgtLY2ILBZLc3NzeHh4XFwcu7YbHR3NTphCHMnzfGNjI0uAHBERERcXJ7Rs\ntVobGhqioqKEwtoTEe89l3e6KpKIOI5uuIHWrSOXTwSM3W6vqqoymUxFRUUDTysIAIGFwA4A\nBpNGozlx4sTIkSPdBlvDygcf0E03kd1OMrnjtjVHC0ra2tvb29raEhMTrVar0WhMSEjodgVZ\nr9eTS2DHdHV1NTc3K5VK10Gv5uZmk8mUnp7uev+f08Ht3JYm5ENJTqann6b58/2+pt4Ioh0H\nAB4gsAOAwWG3248dO2Y0GgsLCwcxoYmfvPEGyyFM8jDH7U8cyZugp18eF0tEYWFhCQkJPdPd\nuQ3siMjpdLa0tNhsNpVKJZVK7XZ7XV1dRESE2+m6ukbFB8/nqPf/PFh36aX0yiv0y0NuAwmJ\n7gBCAAI7ABgEHR0darU6Ojo6Nzd3cBOa+MNrr9Htt5PTSYpw+51PHx5V1MHKjUZjS0sLe6pE\nVFRUzw/2FtgJH29tbY2JiTGbzTabLS0tzcPjWQ/sVH24PteglxJRVBQ99hgtWUIB33JOp7O6\nulqn0xUWFkZHRwe4NwDgOwR2ADBQdXV1p06dys3NHSaPWPDs+efpnnuI50kZYb/zmcNZBR1E\nxPO8TqezWq0qlcpoNBoMhpSUFJlM1u2zngM7IrLZbBqNxuFwJCUl9Zx+243JIN22KWv356ns\nz+nTadMmKioa0NoNCp1OV1VVlZqaOnLkSMyoAAguCOwAoP+sVmtFRYXT6SwsLOw223R4euYZ\nuv9+IiJlpP3uZ8sy8wxEZLVatVptWFhYfHy85zimz8COiHieb2trM5vNKpXKm21y7FDM+2tz\nm+qURCSV0p//TKtWkR+Sw/iG7Vme5wsKCoJizwIAg8AOAPqptbW1srIyJSUlWMZ1nn6aHniA\niCgyxrp0bVnaKBMRdXR06PX6+Ph4byaEehPYMWazuaWlRXiSrGe2LtHn74z85uMMp4Mjouxs\nevVVuuCCPj/nd3V1dadPn87Ly/Py2R4AEHAI7ADAZ06ns6amRqvVFhQUeBO4DAcrV9JjjxER\nRcVZl64tSx1pcjgcOp3O6XSqVCov5wp4H9jRL2nwiKjbU2t7U1cd8d5zeacq/5sP5YUXKD7e\nm0X5Ebt7MjY2Njs7e/jfPQkACOwAwDdDlqZuED30EK1ZQ0QUm9i1bO2hxPTOzs5OnU7n5Yia\nwKfAjuno6Ghvb09ISOjzljsS8qFszurqHEb5UIT5zkh0BzD8IbADAB8EXbYznqdly2j9eiKi\nuCTLsufLVKmder3ebZq6PvUjsKNeEt15oGsM++CFXHXpz/lQZs+mV16hESN8WubgC7pdD3B2\nQmAHAF4JxmEbnqe77qING4iI4pMty54/FJ1gaG5ulkgkbtPU9al/gR39kujOarUmJiZ6Oczp\nmg9FqaRHHqF77glwPhQkugMY/hDYAUDfgitNHeNw0C230FtvERElZZiXPV8mCWtheebc5qjz\nRr8DO0ZIdOdlB8wGydZNo/79RSo7T0+YQK+/TiUl/Vv44ECiO4BhDoEdAPQhGKdGOhy0cCG9\n+y4RUfII893P/WSnBpamrmd2Ou8NMLAjIpvN5uuQ4bGymPfX5jbVKolIIqHbb6cnnqDAjpkG\n3YRogLMHAjsA6FXQpaljHA666SZ6/30iooxs45/WlHZa671JU9engQd25HuiOyKydYl2/HXE\nV++PsNtFRDR6NL36Kl144UB6MVBBemwAhDwEdgDgXpA+fsBqpeuuo61biYhG5BgWrtxjdWi9\nTFPXp0EJ7BifEt0x9Scj3nsut6bi58u4v/89vfIKBXYUNbgeOgJwNkBgBwDdBe99VFYrXXMN\nbd9ORDQit+MP9/0zLLzLyzRy3hjEwI6IWCI9nue97yHvpH//I/XTjaMtZjERJSXRM88EOB9K\nMN5/CRDCENgBwP8I3pmPZjNdeSV9/TUR0aiitqvu2pGQGDa4+ZMHN7BjWKK7+Ph4pVLpbTda\n5B+uzzm0++fBut/9jjZupMzMQeyUb4JxxjRAqEJgBwD/Fby5ysxmuvxy+uc/iYiyCnW/X/bP\n1PRoX9PU9ckfgR39kuhOoVDExcV5f9X78A/xH7yQq9fJaXjkQwnegwcglCCwAwCiIB90MZno\nssvoX/8iIho9tvEP9/2QkhrbjzR1ffJTYEf9SnRHRGajZOtr/82HMn48vf46TZo06L3zVjA+\nlQQgxCCwA4D/Pg80JyfHH/GQX7W308UX03/+Q0Q0urj+jw//FJcQ4adl+S+wY3xNdMecOBz9\n3to8zZn/5kNZs4Yi/LUN+hCMzxEGCCUI7ADOajzP19fXB12aOoFeTxddRD/+SESUM6H+9tWV\nCqUfL0b6O7CjfiW6IyKbVbTjg//mQxk1ijZupFmz/NfNPiDRHUCgILADOHt1dXWp1WqO4woK\nCoIxFVlzM/32t1RWRkQ0Zlrdnx49IfHz1b8hCOyoX4numPqT4e+tzatR/zcfyssvk0rln172\nhSW6s9vtRUVFg36zIwD0BoEdwFkqSNPUCZqa6Le/pSNHiIgmzGi45ZHjIrHfz2ZDE9gxnZ2d\nOp3Op0R3RMTz9O8vUj/dOMpilhBRbCw99RTdcgsFag8j0R3AEENgB3DWCd40dQKNhi64gFer\nOSKafIFmwYNVItFQnMqGMrCjfiW6Y/Qt8o9ezP7p+58H62bOpNdeo9xc//SyL0h0BzCUENgB\nnF2CN02d4MwZmjnTUVMjJqJfX9o4b1kVN1TzPYY4sGM6Ojr0en0/Hp5x+If4v67LbWuWE5FC\nQffdRytWUEDmqrI51waDoaioKCJQ0zoAzg4I7ADOIiGQaaymxnneeY7aWikRzbi84fqlx4by\nImNAAjv6JdFdPx5322mS/P3Nkf/amsbzHBGNG0ebNtGUKX7rqEchcPgBDH8I7ADOCna7vaqq\nymQyBWOaOoFa3XnhhaLGRjkR/faa2rm3VQ9xBwIV2FF/E90xJ45Ev7c2T3M68PlQzGazWq2W\ny+X5+flIdAfgDwjsAEIfu8kpPj5+9OjRQZemTrBnj+7KK6Oam2VEdNH1Z65cfHLo+xDAwI7p\nX6I7InLYuW8/yfj7WyPtNhERjRxJGzfSxRf7p5ce8Tx/6tQpjUaDRHcA/oDADiCU8TxfW1tb\nW1ubn58fHx8f6O70k91u/+qr0wsWjNDppBS4qI6GQWBH/U10x2jrFO8/n1f108/9//3vacMG\nCsh01ba2toqKiqSkpFGjRgXjpGyAYQuBHUDICvY0dUxHR8f27afvvruwrU1MRJctqJk9/3Sg\nOjMcAjsi4nler9ebTKaEhARfU8TxPO37JvmTDaNNBikFNB+K1WqtrKy02WxIdAcwiBDYAYSm\nYE9TR788FeObb1ruuae4tZXjOLr6thMX/L4ugF0aJoEd079Ed0x7i+zjDTkHdv6cD2XGDNq0\nifLyBruLXkCiO4DBhcAOINSEQJo6+mW4saIi/M47c1tbiePo90tOnH9VIKM6GmaBHf2S6M7p\ndKpUqn4krzn8Q/xf1+e2af+bD+XBB0km80NHPTIYDOXl5Uh0BzAoENgBxS877gAAIABJREFU\nhJQQSFNHvww3NjSM+uMfUwwG4ji69q7jM6+oD3S/hl1gx/Q70R31yIdSXEybNtHUqX7opUcO\nh6OqqgqJ7gAGDoEdQOgIgTxhwnCjXl98zTXhRiOJRPyN91ZNu1gT6K4RDdfAjgaQ6I6pLo9+\n/7nchlPhRCQS0aJF9NxzFBnph456FAIHMEDAIbADCAUsTV1nZ2dhYaFSqQx0d/pJGG48c6bg\n6qvFnZ0kEvE33V85dVbTUHajpaXFaDSmpKTIelyV9Caw0+v1er0+OTl5iCcECInuVCpVz573\nqVs+lNRU2rCBrrzSDx31yGKxlJeXy2QyJLoD6B8EdgBBLzTS1AmjNYcPp8+dSxYLiSX8oofV\nE2Y096xsNBp1Ol3P8piYGCHqcjqder3ebDbb7XaxWKxQKGJjY/u8hctkMjU3N8fFxbFEcXa7\nXafTWa1WjuPYJUKO41wDO61Wa7PZ0tLSuq0LKxz63dHvRHdMc73ivbW5VT/Fsj8vvZRefZX+\nd+X8DonuAAYCgR1AEGP/AhsaGoI9TZ3wVIx//Sv86qupq4skEueilerxv3YTvRFRR0dHa2tr\neHh4t/sIFQoFGyfjeb6xsdFqtSqVSrlcbrPZjEajRCJJTU31EGyxtH9SqTQlJYWVNDY2ikQi\nlUplt9sbGxvDwsLkcrkQbZjNZq1Wm5KS0i2bjN1ur6uri4iISEhIGMiW6Z+BJLojIR/Ky6NN\nHVIiiomhVavozjtpiGNUluhOpVJlZ2cH6bRugIBAYAcQrEImTZ0w3Lhli+iGG8hmI4nUuXiV\nuni6+6iOfrncmZqa2ts1Rxb5xcbGCvOC2VBcVFRUXFxcb822t7e3tbUlJSUpFAr6JT4T/tRq\ntVarNSIiggV2Tqezvr4+PDzcbYPNzc0mkyk9PT1QU1j0er3RaOxHojumo1X26Wuj932dxP48\n91zatIny8we1i30REt0VFhayXQAAfQrWqzYAZ7nm5ub9+/fHxMSMGzcuSKM6nufPnDlz9OjR\nnJycnJycjz4SzZtHNhvJ5I47njjiIaojIqfTSUQehqOMRiPHca6XI9nwnslk8tBsR0eHVCoV\nYgi73U5EQmQmkUjYcpnW1laO42JjY902xQLKjo4OD4vzq5iYmISEhObm5ra2tn58PCrOumB5\nxR1PHolLtBDR7t00YQKtWkVW62B3tHcymay4uDgpKenAgQNNTUN6nyVA8EJgBxBknE7n8ePH\nT5w4MWbMmKysrCC9StXV1XXo0KHW1taSkpL4+PjNm+mGG8huJ3mY444njxZM6iMWcQ3sHA6H\na7xFRDzPW61WuVzebeOEhYU5HA4WrvVktVodDkfPkSHhsobr9Q2LxWI0Gj1MQZXJZCKRyGw2\ne14RvwoLC0tNTbVarY2Njb2ttWdjf9Wy6t3Si64/IxLxFgs9+iiVlNDevYPeU0/S09PHjRtX\nU1NTUVHhcDiGdNkAQQiBHUAwMZlMBw4csFqtkydPDt7kwzqdznW4cdMmWryYnE6SKxx3PHkk\nb0LfI0wskmtvbz9z5kxtbe2ZM2fq6+uF0Tj277/nNVBW0luI09nZSUSuFy671bfb7SyU5Hle\np9NFRESEhYW1tLTU1dXV1dW1trZ2a1ChUNjt9v5FVINFLBYnJSWFh4c3NDR4Hq3sjUzuuHLx\nyQdePTgix0BER4/SOefQrbfSUI5FRkZGTp48WSQS7d+/32g0Dt2CAYKQeNWqVYHuAwB4RaPR\nVFRUjBw5ctSoUUE6+9XpdJ44caKurq6oqCg5OZnjuI0b6fbbiedJGWG/+9nD2WPbvWnHYDDY\n7XaHwxEVFRURESGVSi0Wi8lkEovFcrncbrcbDAa5XN4t80tXV5fFYlEqlW7zaBiNRqvVGhMT\nI8ycFYlEJpPJZrMplUqr1arX6+VyuUQisVgsVqs1KSlJeGCrQqFoa2vjOM41LrTZbGxxAc8U\nLZfLFQoFS4aiUCj6McobHW895xJNeJT9xOFou1104AC98w6NHEmFhf7orxsikSghIUEmk6nV\napFI1L85vwBnA0yeAAgCQpq6oqKi4L2LvOdTMZ57ju69l4hIGWm/65mykfkGL5uyWCxOp9M1\nRrHZbA0NDRzHZWRksNc950mwuRGJiYluU/1ptVqz2ZyRkeGaEsVqtWq1Wjbqxu7SczqdBoOB\nNVJbWys8qrWlpcVisbjmPWETOFQqVT8eCOEPbKCx34numOYGxQfP51Yc+G8+lI0baSjTCVss\nFrVaLZVKkegOwK2g/NEPcFbR6/U//vijTCabOHFi8EZ1Go3m4MGDKSkpY8aMYVHd00//HNVF\nxlj/b90h76M6IgoLC1Mqla4jT2zSg9PptFqtbDiz24139MtNcr0NdrqdkCGTydLT0zMyMjIz\nMxMSEjo7O41Go0KhUCqVTqfT4XAIsYVUKrXZbK6f7a0bgcJxnEqlio6O1mg0/Z7VoUrtvOvZ\nspuXV0ZE24jo889pzBhav56GbC3DwsImTJgQERHx448/9rz8DQAI7ACGL57na2pqysvL8/Ly\ncnJygvTyq91uLy8vr6urmzhxovCoqFWr6IEHiIiiYq3Lni9LGzUIN06xkTae59mLnje3scCr\ntwujHuIwsVhst9sbGhocDgfP83a73WazsTBRCC57frzPqbsBERERkZqaajKZtFpt/4JOjqNf\nzdI88lYpeyJIezstXUozZpBaPdh97bUDXFZWVmFhYWVl5fHjx3HdCcDV8DrjAIDAYrH89NNP\n7e3tkydPDt7kwx0dHfv372fDjcIF0IcfpkcfJSKKirMue6EsNcu3m/p5njcYDD2nAlitViKS\nSCQcx8nl8q6urm7/8i0Wi1gs7kdgZzQaGxsbw8PD2bTZ6OjoxsZGdhe/sAj2QddBRFbS57Mu\nhp5EImEPTGtoaLBYLP1rJCrWumB5xZKnjsQlWYhozx4aP54eeIC6uga1r72LjY2dPHlyZ2fn\nwYMH2cQXACBMngAYnpqbm48ePZqYmCjcjhZ02FMxqqur8/Ly0tPTWcTD8/TnP9MzzxARxSVa\n/m/doaQMnxOCcByn1WpNJlN4eLgQNpnN5o6ODplMJkwWNpvNrrMZWCwYHR3dW8JeNtdBoVC4\n3rnldDp1Ol1nZ2dSUpLBYCAipVIZFRUVHh7e3t7udDrZw8pY+zzPu97UbzAYbDZbTEzMcBu0\nY8LCwmQyWXNzs9skL15KTO8897JGp4OrUUc5HNyePfTRRzRmDGVlDW5n3WNzfp1OZ0VFhVwu\nZ898AzjLYfIEwPDidDqrq6t1Ol1RUVHwTv1z+1QMnqe776aXXiIiik+2LHu+LCGlnwMt7Fle\nHMexCQ1Wq9VsNotEouTkZGFagEajYZNSZTKZzWYzmUxSqTQ1NbW3OaFdXV2NjY2uUy66urqa\nm5uVSmVsbCx7BmtkZKRIJBIeKdbY2NjV1RUXFyeVSrVabUxMjGsOmtraWo7j0odyZoHvHA6H\nTqdzOp0qlWogPyFqT0S891ze6apIIuI4uuEGWreOen/GxyAzGAxqtToqKio3N3cYDpECDCUE\ndgDDiMlkKi8vj4yMDOr/T83NzceOHUtNTR05cqQQRfE8LVlCr7xCRJSUbl76fFmsakAX7bq6\nuvR6fVdXlzBsFhMT4xqa8DzP0pHY7XaxWMziM8+DZ7W1tSKRiM1sbW9v7+joYKlMHA5HfX19\ndHQ0O2EKgR3P81qttrOzk+O4yMhI10m4VqvV7czc4amjo0Ov18fHxw9kAq/Twe3clrb9jawu\ni5iIkpPp6adp/vzB66XnpTud1dXVra2tRUVFGLqDsxkCO4DhQqPRVFdXZ2dnJyUlBbov/SQM\nNxYWFrqOXTkc9Mc/0jvvEBEljzAvfb4sJn6obsXyBcuHkpCQwO6fU6lU3cJrvV5PLoEd43bQ\nK+DPivUVS+wSFhbm4XEa3tA1Kj54Pke9/+dw9tJL6ZVXKCNjkHrZF/ajIjMzc5gPlAL4DwI7\ngMCz2WyVlZVdXV1BnabOZDKp1WqlUpmXl+cazTgcdPPN9N57REQpmaala8ui44fwgaO+4Hm+\ntraW5/no6Ohu0RvjNrBjXAe97HZ7XV1dREREQkKC3zs9eHieb21ttVgsA0l0xxzYqfpwfa5B\nLyWiqCh67DFasoSGZgyaJboTi8UFBf/P3pkHOFHf/f+T+9zcyWazu1wLu+xSEAStaFUqigXv\nE62K1qvqoxWt9sHjUWqtooJFFEG0KopXW6s+1Z/V9mlRK9ZyCAssLAsCeyTZTO5jck0yvz++\ndEyzu9kck5kk+339Bdnk+53MZjPveX+u9hLfBQZTjWBhh8HwjM/n27dvn9lsbmlpqcws+3xA\ndmNLS4vVas18PJGAK6+EP/4RAKB5SvjOp3ah/mcVCE3TPp8vHA6n02mDwTBsgmMOYQf/Nr3Q\n6AuKohobG6vxFxqJRLxer1arLTHFMxKSvL9h4hcf2tB/Tz4ZNmyAadPYOMTRQIU7dru9vb29\nKkLhGAyLYGGHwfAGc/mZOnVq9TY0yTEVI5GAxYvh/fcBAMa1hu58qlOlqVBVl0wmCYKQSCRG\no9Hv94dCIdQQJOtpuYUdANA07XA4EomEyWSq3kwviqIIghCJRCaTqURtemCn7o1VrYP9SgCQ\nSODuu2H5chihLpllauOWCYMpFCzsMBh+QAEjoVDY0dFRvQEjv9/f1dU17LUzHofLLoM//QkA\noOV7gTue2C1XZncMrhDC4bDP59PpdHV1dbmfOaqwQ7BlevELEriofKSUdZJx4Sdvjfv4jfEp\nSgAAkyfD+vUwfz5LR5l762Ry3759yWSyo6OjepMcMJiCwMIOg+GBYetGq4vcdiNJwgUXwF//\nCgAweUbg9sc75coUD0c5Gul02uPxJJNJi8WST5VDnsIOWDW9eCQWixEEoVKpSg9o9h9Sb1rZ\ndmT/d/1QfvMb4Man7u/vP3LkyJQpU6q3LAmDyR8s7DAYTmGaMnR0dIzqD1Usue3GSATOPx/+\n9jcAgNbj/P/1+G6ZohJVXWabujzldf7Cjnl+OBw2mUwjdUWufNLpNEEQpTe6A6Yfym8nxqMi\nAKivhyef5KgfSm00EsJg8gELOwyGO2rj6pLbbgwEYOFC+OorAIBpJ3pveWSPRMbVfPhCKC7O\nWKiwA1ZNLx5hpdEdwu2Qv/mb1q6tx87GOefA88/DuHElH+Jo4EZ3mDECFnYYDEfUQDxo1KkY\nfj/86Efw9dcAANNP8tz8y70SacWpOoqi3G43DNemblSKEHbAqunFI4lEgiAImUxWYqM7xPbN\n5refmRLySwFAqYSHHoJ77uGiHwpBEN3d3Y2NjdWbBYHB5AYLOwym7NRGBveodqPPB2efDVu3\nAgAcfzpxw4NdInHFfb2QJOnxeOrq6goVZ4jihB2CRdOLL1BHmGg0WnqjOwAgQ+L3Nkz6x0c2\ndBWaNQtefBFmz2bhOHODG91hahss7DCY8lIbPRfsdvvhw4dzTMVwueDMM2H3bgCAOT90Xf/A\nPqGosr5bkCghSdJsNjPjawulFGEH7E134BckjjUaTeZwkaLp6dRtWtk62KcEALEYbrsNHnsM\nyi19caM7TA2DhR0GUy5q4+KRz1SMwUE480zYswcA4MT5g9fdt7/SVF0ymXS5XFKp1Gg0liKv\nSxR2wOp0Bx5BNb9CodBkMpWeLYr6ofz5jXEUJQSAlhZYvx7OPJONA81Jbdx0YTBZYGGHwZSF\n2gj35HPl6+uD+fOhpwcA4AfnOK66u1tQYZdI1KZOr9eXnjJfurBD4EZ3Qxn4Vr1pZevhfcdO\nyGWXwfPPQ7lHstXGND8MJhMs7DAY9kF1o83Nzc3NzVUacctzKkZvL5xxBhw6BABw6nn2Hy89\nUFGqLp1Ou91uiqLybFM3KmwJO2Db9OILpuY3/5YxOaDT8I//Z3t3XUuM5LQfyqiZBhhMFYGF\nHQbDJrXRUiHPqRhHjsAZZ8DhwwAAp18wcMWdPRUlYtnVHAgWhR2zIIumFy+wXvPr98jefmbK\nzi+OmXULF8K6dTB+fOkL56I2WhFhMICFHQbDIqFQqKurS6PRVPW1Ic+pGN3dMH8+DAwAACy4\nou/inx7i7hDzoEyCiXVhB7jR3Qh0bjG++ZtWv1sGXPVDGbWbDwZTFWBhh8GwQ820qcvHbty/\nH+bPB7sdAODsK3svuvlbjg4xD1CIUyAQFNGmblTKIeygVhrdoQoVthrdAQAZFr/3wnf9UGbO\nhBdfhDlzSl84FzUw7g8zxsHCDoMplTHSpo5h1y446ywgCACA835y5JwlR7g5wnwosU3dqJRJ\n2CFwo7thOdip3bSqzdn7XT+UX/8ayprmkGcqAgZTmWBhh8GUBFM3Onny5Oq9v8/fbvzmG1iw\nANxuAIALbji88OqjXBxfHrDSpm5UyirsgO3pDnzBurxOJoSfvPldP5RJk2DdOliwgJW1hyfP\n4iEMpgLBwg6DKZKaaVOXv924fTssWABeLwgEcNl/HTzjkn5uDnJUWA8CjkS5hR2Ux/TinnLU\n/A58q9q0qu1w13f9UNauBbOZlbWHx+/3d3V14UZ3mOoCCzsMphjGTps6hi+/hEWLIBgEgQAW\n39Ez76IBbg5yVEKhkN/vNxgMHEQwORB2CHanO/AF6yUsNA3/+Mj27rpJMVIMAHo9rFgBN90E\n5RPzuNEdpurAwg6DKRiXy9XT0zN+/Pimpia+j6VICrUbP/8czj0XQiEQCOhr7u0+eaGTg4Mc\nFdbb1I0KZ8IOcKO7kfF7ZO+smfzN58fMutNPhw0boLWVlbWHx+l0Hjp0qKWlxWq1lnEbDIYN\nsLDDYAoglUodPHjQ7/fXQJu6/O3GzZvhvPMgHAahkL7mF91zz64IVVcOxTAqXAo7ZscaaHRX\nDv3ducX41upWHyEDAIUCfvELeOABkEjYWj4bVF2kUqna2tqqt3IZMxbAwg6DyZdQKLR3716t\nVlsDberyn4rx8cdw8cUQi4FQSF+7bP/3zxrk4CBHhS+5w72wA54kLOuUI2IejYj/9PKEv7/X\nSNMCADjuONiwAU48ka3ls2Ea3XV0dFR1iBxT22Bhh8HkxZhqU8fw0Udw6aUQi4FYnL7hoX2z\nTiXKfZCjwm+AkhdhB7jRXU4O7ta+sarVcVQFAEIh3HgjrFpVxn4ouNEdpsLBwg6DGYXaaFNX\nxFSM3/8erroKkkkQi9M3Le867hR3uQ9yVMrdpm5U+BJ2iJppdMd6V5oUJfjr75v/9MoEKikE\ngAkTYN06+NGP2Fo+m1gstm/fPoFAgBvdYSoQLOwwmFyMtTZ1DG+/DddcAxQFUlnqlkf3dszx\nlvUIR6VCmoDwK+yAw8YuZaVMAt3Vr3jj6bbub46tedll8NxzYLGwuMN34EZ3mIoFCzsMZnjG\nYJs6hjffhGuvPabqbntsz9TjfWU9yFGpHDXDu7CDitG4JVKmyW80DV//xfr751oiIQmUvx8K\nbnSHqUCwsMNghgHVjUokkqlTp0rKV2hXZoqzG198EW65BdJpkMlTtz22u22Wv6wHOSoVFX+s\nBGGH4D0qzQplKoIJeKS/e27K9s3H+qGcdhps2ABtbSzu8B0URXV3d0ejUdzoDlMhYGGHwWQz\nBtvUMaxfD7fdBjQNChV1xxOdk6YFy3eQo1KBFQOVI+ygbKYXx5Sv5rdzi/GtZ1p9ru/6odx/\nP5TJ4kSN7iZOnGiz2cqyAQaTN1jYYTDfkUqlDhw4EAwGx1SbOoZVq+Dee4GmQammfvZU54Sp\nfKq6yuzxUVHCDoEb3eUgqx/KjBmwYQN8//ss7vAdkUikq6tLqVTiRncYfsHCDoM5Rm20qSva\nbnzySfjv/wYAqNMl71y5q6klXJbjy4+KFSsVKOygUkVwoYTDYZ/Pp9frWb+nOrRX+8bKVvuR\n7/qhrFwJdXXsbgKAG91hKgMs7DAYgH/Xjba2tlrKVERXfkqZivHEE7BsGQCARp+4c+WuxkmR\nshxiHlT4HK3KFHbAx3S1coCqZKRSqdFoZLcWIasfis0Gzz0HF13E4g7fgRvdYfgFCzvMWCeR\nSOzfv78G2tQVbTc+9BD86lcAABpDYumqXbYJvKk6VBCg1Wo1Gg1fxwAAHo8nHA43NDQMDWTn\nI+z8fr/f77darXK5vIxHORzI9GJ3ugPHlKnRHYIYUGxa1dr9jR7999xzYf16aGxkdxMAgHg8\n3tXVJRAI2tvbWX8XGExusLDDjGlQ3Wh9ff2kSZOq99666KkYNA0//zn85jcAAHpL/O6nd5ob\no2U5xNGPpOAWHul02u/3kySZSqVEIpFUKtVqtcxFNBwOu93DdFTW6XS5ZVkkEiEIwmAwIHFJ\nUZTb7U4kEgKBAPmgAoEgcwWXy5VMJhv/Ux04nU70IPctMCqnNUwplK/m91g/lLUtkaAEAHQ6\nWL4c7rgDWP9F0TTd19fX19eHG91hOAYLO8wYBdWNOp3O9vb2Coys5UkpUzFoGpYuhTVrAAAM\n9bG7nt5ltvGj6hKJBEEQBWmRdDptt9spilIoFDKZLJlMRiIRgUBgs9lQe5pgMOj1elUqVVZc\nUqFQ5DDS0MVYIpE0NDSgRxwOh1AoNJvNFEU5HA65XC6TyZgPDEmSLperoaEhy5WhKKq/v1+t\nVptMpoJOBSuU1fTijFQqRRAEAJSj5jfolb77QsvXnx67ETr1VHjhBWhvZ3cTAIBgMNjV1WU0\nGnGjOwxniJYvX873MWAwXBOLxTo7O1Op1IwZM6o3aOXz+Xbt2qXVaqdNm1Zosz2ahjvugOee\nAwAwNcTuenqn2RYry1GORjAYdLvdBoNBp9Pl7zB5vd5YLGYwGIxGo1wuV6lUUqk0EolQFIV8\ntWg0GovFzGazWq1WZJA7/ywYDEajUZPJhM4nRVE+n89oNEqlUpFIlEgkksmkVCpF0jCdTg8O\nDtbV1dUNycMXCoVIa6rVau4v5wKBAL1Tt9tN0zT3EWFWEAqFarWaoiiPxyOVStltJylTpGad\n6h4/NXRotzYaEff2wm9/CxQFc+cCuwmKMpnMarW6XK6+vj6dTle9TTExVQQWdpgxh9Pp3LNn\nT1NT05QpUyowPT8fkN145MiRjo6OxsbGQiNuqRTceCNs2AAAUN9M/nz1TkN9vCwHmpN0Ou1y\nuRKJRBHpaLFYTCAQZEa4JBJJIBCgaRqFUEmSjMfjWq22IF1FEIRYLGY6/yUSiXA4rNPp0Ock\nHo/H43GZTIaO1uPxpFIpi8Uy7PmXSCShUAgA+ErclEgkKpUqEAhEIhGFQlGldpFcLpfL5agu\nRC6Xsxtcrm+Knnq+I50SHO7SJJOCzz6D99+HWbOguZnFTUAoFFosFqFQuHfvXqFQyG/+KGYs\nUJV/6hhMcaRSqa6urqNHj86cObN6mw/HYrFvvvkmHA7PmTOniCByKgXXXw+vvAIAYB1P3v2b\nnToTD6ouFosNDAygoGcRVZwGg8FqtWY+QtM0TdOMUk+n0wCA1EwqlUL/zU0ikUilUkN1GJOv\nkpm4EovFwuFwjtixVCoVCoUkSeb7lsqAWCxuaGiQy+V2uz0a5SfOXjoymcxms6VSKYfDQVEU\nu4tLZamLbv522fod46aEAGDPHjjlFPjpTyHIdg9Hq9V6/PHHOxyOPXv2sP4uMJhMsGOHGSuE\nQqGdO3fK5fLp06dXaXAKAFwu1549exobG4uzGykKrrsONm0CAGieHL77Nzs1+iT7Rzkafr/f\n5/OZTCYW3YtQKBSNRpn6iXA4nEwmAYAgiEAggIwrVGMx0grhcDgWi2m12sx4WTAYVCgU6JFQ\nKETTtFQqlclkg4ODSqVSo9F4vV6v1xsMBlHCX+aCiUQiHo/zEo3NBOUFut3uVCrFuunFDQKB\nQKVSCQQC1AqH9cRBrTFxyiKnSkMd7NRSlHD7dti4ESZMgI4ONndBtzHBYPDgwYMajaZ6v4Uw\nFQ4WdpgxQX9/f3d39+TJkydMmFClMalUKtXd3T04ODh9+vTiUvITCVi8GH73OwCAcVNCS1d1\nqrVcqzqKogYHB2matlqtLA6wj8VibrdbJpMxZyYUClEUlUqlNBqNWq2WSCSxWAxpu5FkQTgc\nTiQSTOAVAIRCYSQSSSaTSqUykUj4/X6ZTCYWi2OxWCKRqK+v9/v9kUgENVL2+XwCgSDzap1M\nJmOxmFKp5L2xnFgsrquri0QigUCgesOyUqlUqVT6fL5YLKZQKNhVqAIhTOwIzjmDcB5VuR2K\ncBh+9zvYvh1OOw1YjJ2i/AGFQrFv375UKlVQXikGkye4KhZT4yQSiX379lEUNW3atOq9RS59\nKkY8DpdfDv/7vwAA49tCP3uqU1XHtaqLRCJer5f1NnWRSMTtdkskEqvVykiWWCyWTqczL//J\nZNJutwsEgubm5mGvpi6XiyTJ5ubmzDOcSCRcLheKnaEa21QqFQ6HLRaLUqns6+tjWnJ4PJ5Y\nLJbZ9wRV5prN5sop0EGN7nQ63dCCj2qh3DW/qB/KH55vCQckAKDVwi9/yX4/FNzoDlM+qvK+\nbQxiMpkeffTR/B/PkwsvvFAwHJdeeinrh8oLXq9327ZtGo3m+OOPr15V19/fv2vXrkmTJrW3\ntxen6kgSzjvvmKqbPD1w19O7OFZ1NE273W6/319fX8+uqvP7/QRByOXyhoaGTCNKLpcrlcpM\nASeRSBQKRTqdTiQSwy6VmZbHIJVKm5qampubx48fr9frw+FwOBxGi6fT6VQqxcRtJRIJCv4y\noKXySe/jDLVabbVaQ6EQQRAVdWD5IxAIDAaDwWBwuVyoXzTb68NJC5wPvbL1+wsGASAQgKVL\n4bTToKuLzV1kMtnMmTNNJtO2bds8Hg+bS2PGPFjYVS5r16697rrr0L9XrVq1aNGi3I8XR0tL\ny1+G8PDDDxe9YOmHxAo0TR8+fLi7u7ujo2PixIkjxTsyT2YFkkgkOjs7BwcHZ8+eXfSss0gE\nzj8f/vIXAIApM/x3PNEpV3Kau51IJAYGBgDAZrOxGH4FACQWNRrLg0/VAAAgAElEQVRNfX19\nPiEtJItHClPk0GEikYgkSWT4AUAikYhEImgdZt+hLx9WKfIOyvQSiUR2uz0e56FuhhWUSqXN\nZovFYk6nM5VKsb6+Rp/4yX37bl+x21AfA4Avv4SZM2HZMmDxhAkEgqampunTp/f09PT09DCf\nnMz7baVS2dHRcffdd/f19WW+tsT758yXl34rzsrNPE3Tr7/++umnn67T6VQqVXt7+4MPPuj1\nepknNDU1PfjggyXuUjoV5VyMRLWOFBwLbN++nfn3tddeO+rjxaFWq88888wSF8mk9EMqHZIk\n9+7dq1Ao5syZk7txVObJrDRYmYoRDsN558HmzQAAHSd4b/3VHomMU58mGAz6/X6j0ch6ONLr\n9YbDYb1eP3TaOk3T4XBYKBRmbYq8upEy3hhllmWL0jSN2uaZzebBwUGFQoHsIvTRYmQiujBn\n/qbQIxXYUgeZXnK53OVylWO6AzeIRCKr1RoIBOx2O0pzZH2L733fs3yj/6ON4//yTnMyKXji\nCfjjH+GFF+CHP2RtC41GM2fOnO7u7m3btk2bNg19YltaWl566SUAiEQiO3fufOmll15++eU/\n/elPp556KnrVqlWrpk+fnnvltWvXbt269dVXXx36o3xenv/ipa8GAEuWLHnjjTcuv/zyW2+9\nVSaT/etf/3ruued+//vff/bZZ1n175hRqaxbyYrl3nvvbW5ulkql48ePf+CBB5hi9fr6+tWr\nV998880mk0mv199zzz0ul+uCCy4wGAzjxo1j/qK0Wu0TTzzxk5/8BOXlXHjhhcywI4qili9f\nPnXqVIVC0draum7dOvT4vHnzXnnllY0bNwoEgp07dzJ3CSM9fsopp/zoRz/KPOZFixadfPLJ\nObbIh/r6+jVr1txzzz1NTU1arfa8885zOp25t8u8oTGbzatXr160aJFcLg8EAvF4PMeZHHaj\n/E8y8zblcnlbW9tf//rX733ve+jSO9LiWScz/9NSbpDduH///o6OjpaWlqJVnd8PZ511TNV9\n7/ueWx/lVNWlUqnBwcFIJGKz2VhXdSRJBoNBjUYzVNUBgEAg8Pv9brc7MzaKOttJpdKRhB36\ntGSFU5HdSNO0zWYLBAJisVgmk0kkEpvNhtZhGpokEgmJRJL5y0JL8V45MRLlNr24QavVWiw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uuEKtVm/fvn3t2rUdHR2Z/VaG5bjjjpPL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\nCYIdAACASRDsAAAATOL/BzNvLslVKWPaAAAAAElFTkSuQmCC"
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ],
      "source": [
        "# fmsb 패키지 설치\n",
        "install.packages(\"fmsb\")\n",
        "library(fmsb)\n",
        "\n",
        "# 데이터 준비: 최소값과 최대값을 포함한 데이터 프레임 생성\n",
        "data <- data.frame(\n",
        "  ConsumerBehavior = c(10, 0, 8),\n",
        "  CompetitiveEnvironment = c(10, 0, 6),\n",
        "  TechnologicalChange = c(10, 0, 7),\n",
        "  RegulatoryEnvironment = c(10, 0, 5),\n",
        "  DistributionChannel = c(10, 0, 9)\n",
        ")\n",
        "\n",
        "# 레이더 차트 그리기\n",
        "radarchart(data,\n",
        "           axistype = 1,\n",
        "           pcol = \"blue\",\n",
        "           pfcol = rgb(0.2, 0.5, 0.5, 0.5),\n",
        "           plwd = 2,\n",
        "           cglcol = \"grey\",\n",
        "           cglty = 1,\n",
        "           axislabcol = \"grey\",\n",
        "           cglwd = 0.8,\n",
        "           vlcex = 0.8\n",
        ")\n",
        "\n",
        "# 제목 추가\n",
        "title(\"Power Shift Pentagon Structure (PSPS) Visualization\")\n"
      ]
    }
  ]
}